Motivated by widespread outsourcing practices, this paper studies how a pre-outsourcing client facing uncertain operating costs selects an outsourcing contract between two contract types (the fixed-price contract and the cost-plus contract) proposed by two vendors, who offer contracts only if...

We propose a minimax concave penalized multi-armed bandit algorithm under generalized linear model (G-MCP-Bandit) for a decision-maker facing high-dimensional data in an online learning and decision-making process. We demonstrate that the G-MCP-Bandit algorithm asymptotically achieves the...